diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 0000000..0bc6a96
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,44 @@
+{
+    "name": "Dev AI API Server",
+    "dockerComposeFile": [
+        "../docker/docker-compose.yml"
+    ],
+    "service": "dev",
+    "remoteUser": "developer",
+    "workspaceFolder": "/home/developer/workspace",
+    "remoteEnv": {
+        "UV_LINK_MODE": "copy"
+    },
+    "customizations": {
+        "vscode": {
+            "extensions": [
+                "ms-python.python",
+                "ms-toolsai.jupyter",
+                "mhutchie.git-graph",
+                "ms-azuretools.vscode-docker",
+                "charliermarsh.ruff"
+            ],
+            "settings": {
+                "[python]": {
+                    "editor.defaultFormatter": "charliermarsh.ruff",
+                    "editor.formatOnSave": true,
+                    "editor.codeActionsOnSave": {
+                        "source.organizeImports": "explicit",
+                        "source.fixAll": "explicit"
+                    }
+                },
+                "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
+                "ruff.path": [
+                    "${workspaceFolder}/.venv/bin/ruff"
+                ],
+                "ruff.organizeImports": true
+            }
+        }
+    },
+    "features": {
+        "ghcr.io/devcontainers/features/docker-in-docker:2": {
+            "moby": true
+        }
+    },
+    "postCreateCommand": "bash -lc 'uv venv && if [ -f pyproject.toml ]; then uv sync --all-groups; else if [ -f requirements-dev.txt ]; then uv pip install -r requirements-dev.txt; elif [ -f requirements.txt ]; then uv pip install -r requirements.txt; fi; fi && if [ -f .pre-commit-config.yaml ]; then uv run pre-commit install; fi'"
+}
\ No newline at end of file
diff --git a/.env.template b/.env.template
new file mode 100644
index 0000000..8b1a729
--- /dev/null
+++ b/.env.template
@@ -0,0 +1,12 @@
+# DB 접속 정보 (컨테이너 네트워크 기준)
+DB_USER=admin
+DB_PASS=admin
+DB_HOST=db
+DB_PORT=5432
+DB_NAME=dvdrental
+
+# OpenAI
+OPENAI_API_KEY=YOUR_OPENAI_API_KEY
+
+# 초기 임베딩 생성: 첫 실행 때만 1, 이후 0
+INIT_TABLE_DOCS=0
\ No newline at end of file
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..2c07333
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/README.md b/README.md
index fd8a76a..976da31 100644
--- a/README.md
+++ b/README.md
@@ -159,18 +159,9 @@ git clone git@github.com:Pseudo-Lab/Query-VendingMachine.git
 cd Query-VendingMachine
 ```
 ---
-      
->파이썬 가상환경
+>개발환경 및 postgres 컨테이너 실행
 ```
-python -m venv .venv 
-source .venv/bin/activate
-```
-
----
->postgres 컨테이너 실행
-```
-
-docker compose up -d
+docker compose -f docker/docker-compose.yml up -d
 ```
 
 ---
@@ -193,7 +184,6 @@ docker exec -it postgres pg_restore -U admin -d dvdrental /tmp/dvdrental.tar
 
 # 테이블 확인
 docker exec -it postgres psql -U admin -d dvdrental -c "\dt" 
-
 ```
 
 ---
@@ -223,23 +213,23 @@ CREATE TABLE table_docs (
 ```
 
 ---
-> 패키지 설치
+>UV 패키지 설치
 ```
-pip install -r requirements.txt
+uv sync
 ```
 
 ---
 >text2sql 실행
 ```
-# .env 파일에 OPENAI_API_KEY 입력
+# .env.template에 맞게 KEY 입력
 
 # 처음 실행시! (초기 테이블 벡터 임베딩 생성)
-INIT_TABLE_DOCS=1 streamlit run main.py
+INIT_TABLE_DOCS=1 uv streamlit run main.py
 
 # 두번째부터 실행시
-streamlit run main.py 
+uv streamlit run main.py 
 ```
-
+<!-- 
 ---
 >테스트를 위한 주피터랩 커널
 ```
@@ -251,7 +241,7 @@ python -m ipykernel install --user --name=Query-VendingMachine --display-name="Q
 
 # 실행
 jupyter lab
-```
+``` -->
 
 
 
diff --git a/docker-compose.yml b/docker-compose.yml
deleted file mode 100644
index bf31fdc..0000000
--- a/docker-compose.yml
+++ /dev/null
@@ -1,15 +0,0 @@
-version: "3.9"
-
-services:
-  db:
-    image: pgvector/pgvector:pg17
-    container_name: postgres
-    restart: always
-    environment:
-      POSTGRES_USER: admin
-      POSTGRES_PASSWORD: admin
-      POSTGRES_DB: db
-    ports:
-      - "5432:5432"
-    volumes:
-      - ./postgres-data:/var/lib/postgresql/data
diff --git a/docker/Dockerfile b/docker/Dockerfile
new file mode 100644
index 0000000..e4dfdc1
--- /dev/null
+++ b/docker/Dockerfile
@@ -0,0 +1,36 @@
+# Base image
+FROM python:3.11-bookworm
+
+# System deps (psycopg2 등 빌드 대비)
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends \
+    sudo \
+    vim \
+    bash-completion \
+    ca-certificates \
+    curl \
+    git \
+    build-essential \
+    libpq-dev \
+    pipx && \
+    rm -rf /var/lib/apt/lists/*
+
+# Add User
+ARG USERNAME=developer
+RUN adduser ${USERNAME} && \
+    echo "${USERNAME} ALL=(root) NOPASSWD:ALL" > /etc/sudoers.d/${USERNAME} && \
+    chmod 0440 /etc/sudoers.d/${USERNAME}
+
+USER ${USERNAME}
+WORKDIR /home/${USERNAME}
+# pipx 기본 경로 가용화
+ENV PATH="/home/${USERNAME}/.local/bin:${PATH}"
+
+# (옵션) 개인 프로필 파일 복사 경로가 있을 때만 사용
+# COPY --chown=${USERNAME} ./docker/dev_profile/* .
+
+# Install uv (via pipx)
+RUN pipx ensurepath && pipx install "uv~=0.6"
+
+# Dev 컨테이너는 에디터가 접속해서 명령 내리는 용도
+CMD ["bash", "-lc", "sleep infinity"]
\ No newline at end of file
diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml
new file mode 100644
index 0000000..4e9ed84
--- /dev/null
+++ b/docker/docker-compose.yml
@@ -0,0 +1,41 @@
+version: "3.9"
+
+name: devcontainer-query-vendingmachine
+
+services:
+  db:
+    image: pgvector/pgvector:pg17
+    container_name: postgres
+    hostname: db
+    restart: always
+    environment:
+      POSTGRES_USER: admin
+      POSTGRES_PASSWORD: admin
+      POSTGRES_DB: dvdrental
+    ports:
+      - "5432:5432"
+    volumes:
+      - ../postgres-data:/var/lib/postgresql/data
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U admin -d dvdrental"]
+      interval: 5s
+      timeout: 3s
+      retries: 20
+
+  dev:
+    build:
+      context: ..
+      dockerfile: docker/Dockerfile
+    container_name: qvm-dev
+    hostname: api-dev
+    depends_on:
+      db:
+        condition: service_healthy
+    env_file:
+      - ../.env
+    volumes:
+      - ../:/home/developer/workspace:cached
+    working_dir: /home/developer/workspace
+    user: developer
+    init: true
+    command: sleep infinity
\ No newline at end of file
diff --git a/main.py b/main.py
index 3196c2e..e150171 100644
--- a/main.py
+++ b/main.py
@@ -18,30 +18,31 @@
 engine = create_engine(DB_URL, echo=True, future=True)
 
 # external api
-API_KEY = os.getenv("OPENAI_API_KEY") # 개인 api 키
+API_KEY = os.getenv("OPENAI_API_KEY")  # 개인 api 키
 client = OpenAI(api_key=API_KEY)
 
 # argument - 환경변수로 초기화 여부 확인
 INIT_TABLE_DOCS = os.getenv("INIT_TABLE_DOCS", "0") == "1"
 
+
 def run_query(query: str, params: dict = None):
     with engine.connect() as conn:
         result = conn.execute(text(query), params or {})
         return [dict(row._mapping) for row in result]
 
+
 def run_command(query: str, params: dict = None):
     with engine.begin() as conn:
         conn.execute(text(query), params or {})
 
-def get_embedding(text:str, model:str="text-embedding-3-small") -> list[float]:
+
+def get_embedding(text: str, model: str = "text-embedding-3-small") -> list[float]:
     # dims: 1536
-    response = client.embeddings.create(
-        input=text,
-        model=model
-    )
+    response = client.embeddings.create(input=text, model=model)
     embedding = response.data[0].embedding
     return embedding
 
+
 def extract_ddl(table_name):
     ddl_query = f"""SELECT 
         column_name, 
@@ -52,47 +53,276 @@ def extract_ddl(table_name):
         information_schema.columns
     WHERE 
         table_schema = 'public' AND table_name = '{table_name}';"""
-    
+
     result = run_query(ddl_query)
 
     column_dict = {
         # ✅ 수정: 리스트 ["column_name"] 대신 v["column_name"] (문자열 값) 사용
-        v["column_name"]:{ 
+        v["column_name"]: {
             "data_type": v["data_type"],
             "is_nullable": v["is_nullable"],
-            "column_default": v["column_default"]
-        } for v in result
+            "column_default": v["column_default"],
+        }
+        for v in result
     }
 
     return column_dict
 
+
+def extract_full_schema():
+    """전체 데이터베이스 스키마와 관계 정보를 추출"""
+
+    # 1. 모든 테이블 목록 조회
+    tables_query = """
+    SELECT table_name 
+    FROM information_schema.tables 
+    WHERE table_schema = 'public' 
+    ORDER BY table_name;
+    """
+
+    # 2. 외래키 관계 조회
+    foreign_keys_query = """
+    SELECT
+        tc.table_name,
+        kcu.column_name,
+        ccu.table_name AS foreign_table_name,
+        ccu.column_name AS foreign_column_name
+    FROM information_schema.table_constraints AS tc
+    JOIN information_schema.key_column_usage AS kcu
+        ON tc.constraint_name = kcu.constraint_name
+    JOIN information_schema.constraint_column_usage AS ccu
+        ON ccu.constraint_name = tc.constraint_name
+    WHERE tc.constraint_type = 'FOREIGN KEY';
+    """
+
+    # 3. 인덱스 정보 조회
+    indexes_query = """
+    SELECT
+        schemaname,
+        tablename,
+        indexname,
+        indexdef
+    FROM pg_indexes
+    WHERE schemaname = 'public';
+    """
+
+    return {
+        "tables": run_query(tables_query),
+        "foreign_keys": run_query(foreign_keys_query),
+        "indexes": run_query(indexes_query),
+    }
+
+
+def format_columns(columns):
+    """컬럼 정보를 읽기 쉬운 형태로 포맷팅"""
+    formatted = []
+    for col_name, col_info in columns.items():
+        nullable = "NULL" if col_info["is_nullable"] == "YES" else "NOT NULL"
+        default = (
+            f" DEFAULT {col_info['column_default']}"
+            if col_info["column_default"]
+            else ""
+        )
+        formatted.append(f"  - {col_name}: {col_info['data_type']} {nullable}{default}")
+    return "\n".join(formatted)
+
+
+def format_relationships(relationships):
+    """관계 정보를 읽기 쉬운 형태로 포맷팅"""
+    if not relationships:
+        return "  - No foreign key relationships"
+
+    formatted = []
+    for rel in relationships:
+        formatted.append(f"  - {rel['column']} -> {rel['references']}")
+    return "\n".join(formatted)
+
+
 def make_table_desc_dict():
     # dvdrental 속 테이블들에 대한 간단한 설명을 작성한 메타 정보.
-    table_desc_dict = { 
+    table_desc_dict = {
         "actor": "contains actors data including first name and last name.",
         "film": "contains films data such as title, release year, length, rating, etc.",
         "film_actor": "contains the relationships between films and actors.",
-        "category": "contains film’s categories data.",
+        "category": "contains film's categories data.",
         "film_category": "containing the relationships between films and categories.",
         "store": "contains the store data including manager staff and address.",
         "inventory": "stores inventory data.",
         "rental": "stores rental data.",
-        "payment": "stores customer’s payments.",
+        "payment": "stores customer's payments.",
         "staff": "stores staff data.",
-        "customer": "stores customer’s data.",
+        "customer": "stores customer's data.",
         "address": "stores address data for staff and customers.",
         "city": "stores the city names.",
-        "country": "stores the country names."
+        "country": "stores the country names.",
     }
     return table_desc_dict
-    
+
+
+def create_comprehensive_doc():
+    """전체 데이터베이스 스키마를 하나의 포괄적인 문서로 생성"""
+
+    schema_info = extract_full_schema()
+    table_desc_dict = make_table_desc_dict()
+
+    # 각 테이블의 상세 정보 수집
+    tables_detail = {}
+    for table in schema_info["tables"]:
+        table_name = table["table_name"]
+        tables_detail[table_name] = {
+            "description": table_desc_dict.get(table_name, ""),
+            "columns": extract_ddl(table_name),
+            "foreign_keys": [
+                fk
+                for fk in schema_info["foreign_keys"]
+                if fk["table_name"] == table_name
+            ],
+        }
+
+    # 관계 정보 생성
+    relationships = {}
+    for fk in schema_info["foreign_keys"]:
+        table = fk["table_name"]
+        if table not in relationships:
+            relationships[table] = []
+        relationships[table].append(
+            {
+                "column": fk["column_name"],
+                "references": f"{fk['foreign_table_name']}.{fk['foreign_column_name']}",
+            }
+        )
+
+    # 포괄적인 문서 생성
+    comprehensive_doc = f"""
+<Database Schema Overview>
+
+This is a DVD rental database with the following tables and relationships:
+
+"""
+
+    for table_name, info in tables_detail.items():
+        comprehensive_doc += f"""
+<Table: {table_name}>
+Description: {info['description']}
+
+Columns:
+{format_columns(info['columns'])}
+
+Relationships:
+{format_relationships(relationships.get(table_name, []))}
+
+</Table: {table_name}>
+
+"""
+
+    return comprehensive_doc
+
+
+def add_join_examples():
+    """일반적인 JOIN 패턴 예제를 문서에 추가"""
+
+    join_examples = """
+<Common JOIN Patterns>
+
+1. Customer to Address:
+   SELECT c.first_name, c.last_name, a.address 
+   FROM customer c 
+   JOIN address a ON c.address_id = a.address_id;
+
+2. Film to Category:
+   SELECT f.title, c.name as category 
+   FROM film f 
+   JOIN film_category fc ON f.film_id = fc.film_id 
+   JOIN category c ON fc.category_id = c.category_id;
+
+3. Rental with Customer and Film (CORRECT PATH):
+   SELECT r.rental_date, c.first_name, f.title 
+   FROM rental r 
+   JOIN customer c ON r.customer_id = c.customer_id 
+   JOIN inventory i ON r.inventory_id = i.inventory_id 
+   JOIN film f ON i.film_id = f.film_id;
+
+4. Payment with Customer and Staff:
+   SELECT p.amount, c.first_name, s.first_name as staff_name
+   FROM payment p
+   JOIN customer c ON p.customer_id = c.customer_id
+   JOIN staff s ON p.staff_id = s.staff_id;
+
+5. Film with Actors:
+   SELECT f.title, a.first_name, a.last_name
+   FROM film f
+   JOIN film_actor fa ON f.film_id = fa.film_id
+   JOIN actor a ON fa.actor_id = a.actor_id;
+
+6. Most Rented Films (CORRECT):
+   SELECT f.title, COUNT(*) AS rental_count 
+   FROM rental r 
+   JOIN inventory i ON r.inventory_id = i.inventory_id 
+   JOIN film f ON i.film_id = f.film_id 
+   GROUP BY f.title 
+   ORDER BY rental_count DESC 
+   LIMIT 10;
+
+7. Customer Rental History:
+   SELECT c.first_name, c.last_name, f.title, r.rental_date
+   FROM customer c
+   JOIN rental r ON c.customer_id = r.customer_id
+   JOIN inventory i ON r.inventory_id = i.inventory_id
+   JOIN film f ON i.film_id = f.film_id
+   ORDER BY c.last_name, r.rental_date DESC;
+
+8. Films by Category with Rental Count:
+   SELECT cat.name as category, f.title, COUNT(r.rental_id) as rental_count
+   FROM film f
+   JOIN film_category fc ON f.film_id = fc.film_id
+   JOIN category cat ON fc.category_id = cat.category_id
+   JOIN inventory i ON f.film_id = i.film_id
+   JOIN rental r ON i.inventory_id = r.inventory_id
+   GROUP BY cat.name, f.title
+   ORDER BY cat.name, rental_count DESC;
+
+</Common JOIN Patterns>
+
+<Critical Database Relationships - MUST FOLLOW THESE PATHS>
+- rental.inventory_id → inventory.inventory_id
+- inventory.film_id → film.film_id
+- rental.customer_id → customer.customer_id
+- rental.staff_id → staff.staff_id
+- film.film_id → film_category.film_id
+- film_category.category_id → category.category_id
+- film.film_id → film_actor.film_id
+- film_actor.actor_id → actor.actor_id
+- customer.address_id → address.address_id
+- staff.address_id → address.address_id
+- address.city_id → city.city_id
+- city.country_id → country.country_id
+
+IMPORTANT: rental table does NOT have film_id column directly!
+To get film information from rental, you MUST go through inventory table:
+rental → inventory → film
+
+</Critical Database Relationships>
+
+<Common Query Patterns>
+- Most rented films: rental → inventory → film
+- Customer rental history: customer → rental → inventory → film
+- Films by category: film → film_category → category
+- Films with actors: film → film_actor → actor
+- Customer payments: customer → payment → staff
+
+</Common Query Patterns>
+"""
+
+    return join_examples
+
+
 def insert_doc(name: str):
     """테이블명, DDL, 짧은 설명을 합쳐서 하나의 문서로 저장"""
     # 설명 + DDL 합치기
     table_desc_dict = make_table_desc_dict()
     ddl = extract_ddl(name)
     summary = table_desc_dict[name]
-    
+
     doc_text = f"""
     <Description>
     
@@ -116,16 +346,49 @@ def insert_doc(name: str):
         INSERT INTO table_docs (name, description, embedding)
         VALUES (:name, :description, :embedding)
         """,
-        {"name": name, "description": doc_text, "embedding": embedding}
+        {"name": name, "description": doc_text, "embedding": embedding},
     )
-    
+
+
+def insert_comprehensive_doc():
+    """포괄적인 데이터베이스 문서를 생성하고 임베딩으로 저장"""
+
+    # 전체 스키마 문서 생성
+    schema_doc = create_comprehensive_doc()
+
+    # JOIN 예제 추가
+    join_examples = add_join_examples()
+
+    # 최종 문서
+    final_doc = schema_doc + join_examples
+
+    # 임베딩 생성 및 저장
+    embedding = get_embedding(final_doc)
+
+    run_command(
+        """
+        INSERT INTO table_docs (name, description, embedding)
+        VALUES (:name, :description, :embedding)
+        """,
+        {
+            "name": "comprehensive_schema",
+            "description": final_doc,
+            "embedding": embedding,
+        },
+    )
+
 
 ############################# 초기 테이블 작업: 임베딩 삽입 시작 #############################
 if INIT_TABLE_DOCS:
     print("초기 테이블 작업: 임베딩 삽입 시작.")
-    tables = make_table_desc_dict().keys()
+
+    # 기존 개별 테이블 문서 생성
     for table in make_table_desc_dict():
         insert_doc(table)
+
+    # 포괄적인 스키마 문서 생성
+    insert_comprehensive_doc()
+
     print("초기 테이블 작업: 임베딩 삽입 완료.")
 #######################################################################################
 
@@ -142,49 +405,75 @@ def search_docs(query: str, limit: int = 1):
     """
     return run_query(sql, {"query_emb": query_emb, "limit": limit})
 
+
+def search_docs_enhanced(query: str, limit: int = 3):
+    """개선된 문서 검색 - 스키마와 예제 모두 고려"""
+
+    query_emb = get_embedding(query)
+
+    # 포괄적인 스키마 문서와 개별 테이블 문서 모두 검색
+    sql = """
+        SELECT id, name, description,
+               embedding <=> (:query_emb)::vector AS distance
+        FROM table_docs
+        ORDER BY embedding <=> (:query_emb)::vector
+        LIMIT :limit;
+    """
+
+    results = run_query(sql, {"query_emb": query_emb, "limit": limit})
+
+    # 결과를 하나의 컨텍스트로 결합
+    combined_context = "\n\n".join([r["description"] for r in results])
+
+    return [{"name": "combined", "description": combined_context}]
+
+
 def clean_sql_output(raw: str) -> str:
     import re
+
     return re.sub(r"^```sql\n|\n```$", "", raw.strip())
 
-def generate_sql(natural_query: str, limit: int = 2):
-    # 1. 유사 테이블 검색
-    results = search_docs(natural_query, limit=limit)
-    name = results[0]["name"] if results else ""
+
+def generate_sql(natural_query: str, limit: int = 3):
+    # 1. 유사 테이블 검색 (개선된 버전 사용)
+    results = search_docs_enhanced(natural_query, limit=limit)
     context = results[0]["description"] if results else ""
 
     # 2. LLM 프롬프트 구성
-    system_prompt = """You are an expert SQL generator.
-    
-    You will be given:
-    1. A natural language query from the user.
-    2. A context object where each key is a table name and its value is text that includes:
-       - A <Description> ... </Description> block: short natural language description of the table.
-       - A <DDL> ... </DDL> block: the schema of that table, with column names, data types, and constraints.
-    
-    Your task:
-    - Generate a valid SQL query that answers the natural language query.
-    - Use only the provided tables and columns.
-    - Do not invent tables or columns that are not in the context.
-    - Return only the SQL query, nothing else.
-    """
+    system_prompt = """You are an expert SQL generator for a DVD rental database.
 
-    
-    user_prompt = f"""
+CRITICAL RULES:
+1. rental table does NOT have film_id column directly
+2. To get film information from rental, you MUST use: rental → inventory → film
+3. Always follow the exact relationship paths provided in the context
+4. Use proper JOIN syntax (INNER JOIN, LEFT JOIN, etc.) when needed
+5. Do not invent columns that don't exist
 
-    <name>
-    the name of the table is `{name}` .
-    </name>
+You will be given:
+1. A natural language query from the user.
+2. A comprehensive context that includes:
+   - Database schema with all tables, columns, and relationships
+   - Common JOIN patterns and examples
+   - Foreign key relationships between tables
 
-    <Question>
-    {natural_query}
-    </Question>
+Your task:
+- Generate a valid SQL query that answers the natural language query.
+- Use appropriate JOINs when data from multiple tables is needed.
+- Use only the provided tables and columns.
+- Do not invent tables or columns that are not in the context.
+- Return only the SQL query, nothing else.
+- ALWAYS follow the relationship paths: rental → inventory → film for film-related queries.
+"""
 
+    user_prompt = f"""
+<Question>
+{natural_query}
+</Question>
 
-    <Context>
-    {context}
-    </Context>
-    
-    """
+<Context>
+{context}
+</Context>
+"""
 
     # 3. OpenAI 호출
     resp = client.chat.completions.create(
@@ -193,19 +482,23 @@ def generate_sql(natural_query: str, limit: int = 2):
             {"role": "system", "content": system_prompt},
             {"role": "user", "content": user_prompt},
         ],
-        temperature=0.5,
-        max_completion_tokens=300,
+        temperature=0.3,
+        max_completion_tokens=500,
     )
     print("-------")
     print(user_prompt)
     print("-------")
-    
+
     return resp.choices[0].message.content
 
+
 if __name__ == "__main__":
-    st.title("📝 Text2SQL Demo")
+    st.title("📝 Text2SQL Demo - Enhanced with JOIN Support")
 
-    natural_query = st.text_input("Enter your question:", "List the title and release year of movies.")
+    natural_query = st.text_input(
+        "Enter your question:",
+        "Show me all customers who rented films in the Action category with their rental dates and film titles.",
+    )
 
     if st.button("Run"):
         sql = generate_sql(natural_query)
@@ -217,4 +510,4 @@ def generate_sql(natural_query: str, limit: int = 2):
             df = pd.DataFrame(rows)
             st.dataframe(df)
         except Exception as e:
-            st.error(f"Error running query: {e}")
\ No newline at end of file
+            st.error(f"Error running query: {e}")
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@@ -0,0 +1 @@
+17
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diff --git a/postgres-data/pg_hba.conf b/postgres-data/pg_hba.conf
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+# PostgreSQL Client Authentication Configuration File
+# ===================================================
+#
+# Refer to the "Client Authentication" section in the PostgreSQL
+# documentation for a complete description of this file.  A short
+# synopsis follows.
+#
+# ----------------------
+# Authentication Records
+# ----------------------
+#
+# This file controls: which hosts are allowed to connect, how clients
+# are authenticated, which PostgreSQL user names they can use, which
+# databases they can access.  Records take one of these forms:
+#
+# local         DATABASE  USER  METHOD  [OPTIONS]
+# host          DATABASE  USER  ADDRESS  METHOD  [OPTIONS]
+# hostssl       DATABASE  USER  ADDRESS  METHOD  [OPTIONS]
+# hostnossl     DATABASE  USER  ADDRESS  METHOD  [OPTIONS]
+# hostgssenc    DATABASE  USER  ADDRESS  METHOD  [OPTIONS]
+# hostnogssenc  DATABASE  USER  ADDRESS  METHOD  [OPTIONS]
+#
+# (The uppercase items must be replaced by actual values.)
+#
+# The first field is the connection type:
+# - "local" is a Unix-domain socket
+# - "host" is a TCP/IP socket (encrypted or not)
+# - "hostssl" is a TCP/IP socket that is SSL-encrypted
+# - "hostnossl" is a TCP/IP socket that is not SSL-encrypted
+# - "hostgssenc" is a TCP/IP socket that is GSSAPI-encrypted
+# - "hostnogssenc" is a TCP/IP socket that is not GSSAPI-encrypted
+#
+# DATABASE can be "all", "sameuser", "samerole", "replication", a
+# database name, a regular expression (if it starts with a slash (/))
+# or a comma-separated list thereof.  The "all" keyword does not match
+# "replication".  Access to replication must be enabled in a separate
+# record (see example below).
+#
+# USER can be "all", a user name, a group name prefixed with "+", a
+# regular expression (if it starts with a slash (/)) or a comma-separated
+# list thereof.  In both the DATABASE and USER fields you can also write
+# a file name prefixed with "@" to include names from a separate file.
+#
+# ADDRESS specifies the set of hosts the record matches.  It can be a
+# host name, or it is made up of an IP address and a CIDR mask that is
+# an integer (between 0 and 32 (IPv4) or 128 (IPv6) inclusive) that
+# specifies the number of significant bits in the mask.  A host name
+# that starts with a dot (.) matches a suffix of the actual host name.
+# Alternatively, you can write an IP address and netmask in separate
+# columns to specify the set of hosts.  Instead of a CIDR-address, you
+# can write "samehost" to match any of the server's own IP addresses,
+# or "samenet" to match any address in any subnet that the server is
+# directly connected to.
+#
+# METHOD can be "trust", "reject", "md5", "password", "scram-sha-256",
+# "gss", "sspi", "ident", "peer", "pam", "ldap", "radius" or "cert".
+# Note that "password" sends passwords in clear text; "md5" or
+# "scram-sha-256" are preferred since they send encrypted passwords.
+#
+# OPTIONS are a set of options for the authentication in the format
+# NAME=VALUE.  The available options depend on the different
+# authentication methods -- refer to the "Client Authentication"
+# section in the documentation for a list of which options are
+# available for which authentication methods.
+#
+# Database and user names containing spaces, commas, quotes and other
+# special characters must be quoted.  Quoting one of the keywords
+# "all", "sameuser", "samerole" or "replication" makes the name lose
+# its special character, and just match a database or username with
+# that name.
+#
+# ---------------
+# Include Records
+# ---------------
+#
+# This file allows the inclusion of external files or directories holding
+# more records, using the following keywords:
+#
+# include           FILE
+# include_if_exists FILE
+# include_dir       DIRECTORY
+#
+# FILE is the file name to include, and DIR is the directory name containing
+# the file(s) to include.  Any file in a directory will be loaded if suffixed
+# with ".conf".  The files of a directory are ordered by name.
+# include_if_exists ignores missing files.  FILE and DIRECTORY can be
+# specified as a relative or an absolute path, and can be double-quoted if
+# they contain spaces.
+#
+# -------------
+# Miscellaneous
+# -------------
+#
+# This file is read on server startup and when the server receives a
+# SIGHUP signal.  If you edit the file on a running system, you have to
+# SIGHUP the server for the changes to take effect, run "pg_ctl reload",
+# or execute "SELECT pg_reload_conf()".
+#
+# ----------------------------------
+# Put your actual configuration here
+# ----------------------------------
+#
+# If you want to allow non-local connections, you need to add more
+# "host" records.  In that case you will also need to make PostgreSQL
+# listen on a non-local interface via the listen_addresses
+# configuration parameter, or via the -i or -h command line switches.
+
+# CAUTION: Configuring the system for local "trust" authentication
+# allows any local user to connect as any PostgreSQL user, including
+# the database superuser.  If you do not trust all your local users,
+# use another authentication method.
+
+
+# TYPE  DATABASE        USER            ADDRESS                 METHOD
+
+# "local" is for Unix domain socket connections only
+local   all             all                                     trust
+# IPv4 local connections:
+host    all             all             127.0.0.1/32            trust
+# IPv6 local connections:
+host    all             all             ::1/128                 trust
+# Allow replication connections from localhost, by a user with the
+# replication privilege.
+local   replication     all                                     trust
+host    replication     all             127.0.0.1/32            trust
+host    replication     all             ::1/128                 trust
+
+host all all all scram-sha-256
diff --git a/postgres-data/pg_ident.conf b/postgres-data/pg_ident.conf
new file mode 100644
index 0000000..f5225f2
--- /dev/null
+++ b/postgres-data/pg_ident.conf
@@ -0,0 +1,72 @@
+# PostgreSQL User Name Maps
+# =========================
+#
+# ---------------
+# Mapping Records
+# ---------------
+#
+# Refer to the PostgreSQL documentation, chapter "Client
+# Authentication" for a complete description.  A short synopsis
+# follows.
+#
+# This file controls PostgreSQL user name mapping.  It maps external
+# user names to their corresponding PostgreSQL user names.  Records
+# are of the form:
+#
+# MAPNAME  SYSTEM-USERNAME  PG-USERNAME
+#
+# (The uppercase quantities must be replaced by actual values.)
+#
+# MAPNAME is the (otherwise freely chosen) map name that was used in
+# pg_hba.conf.  SYSTEM-USERNAME is the detected user name of the
+# client.  PG-USERNAME is the requested PostgreSQL user name.  The
+# existence of a record specifies that SYSTEM-USERNAME may connect as
+# PG-USERNAME.
+#
+# If SYSTEM-USERNAME starts with a slash (/), it will be treated as a
+# regular expression.  Optionally this can contain a capture (a
+# parenthesized subexpression).  The substring matching the capture
+# will be substituted for \1 (backslash-one) if present in
+# PG-USERNAME.
+#
+# PG-USERNAME can be "all", a user name, a group name prefixed with "+", or
+# a regular expression (if it starts with a slash (/)).  If it is a regular
+# expression, the substring matching with \1 has no effect.
+#
+# Multiple maps may be specified in this file and used by pg_hba.conf.
+#
+# No map names are defined in the default configuration.  If all
+# system user names and PostgreSQL user names are the same, you don't
+# need anything in this file.
+#
+# ---------------
+# Include Records
+# ---------------
+#
+# This file allows the inclusion of external files or directories holding
+# more records, using the following keywords:
+#
+# include           FILE
+# include_if_exists FILE
+# include_dir       DIRECTORY
+#
+# FILE is the file name to include, and DIR is the directory name containing
+# the file(s) to include.  Any file in a directory will be loaded if suffixed
+# with ".conf".  The files of a directory are ordered by name.
+# include_if_exists ignores missing files.  FILE and DIRECTORY can be
+# specified as a relative or an absolute path, and can be double-quoted if
+# they contain spaces.
+#
+# -------------------------------
+# Miscellaneous
+# -------------------------------
+#
+# This file is read on server startup and when the postmaster receives
+# a SIGHUP signal.  If you edit the file on a running system, you have
+# to SIGHUP the postmaster for the changes to take effect.  You can
+# use "pg_ctl reload" to do that.
+
+# Put your actual configuration here
+# ----------------------------------
+
+# MAPNAME       SYSTEM-USERNAME         PG-USERNAME
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diff --git a/postgres-data/postgresql.auto.conf b/postgres-data/postgresql.auto.conf
new file mode 100644
index 0000000..af7125e
--- /dev/null
+++ b/postgres-data/postgresql.auto.conf
@@ -0,0 +1,2 @@
+# Do not edit this file manually!
+# It will be overwritten by the ALTER SYSTEM command.
diff --git a/postgres-data/postgresql.conf b/postgres-data/postgresql.conf
new file mode 100644
index 0000000..98e4a16
--- /dev/null
+++ b/postgres-data/postgresql.conf
@@ -0,0 +1,844 @@
+# -----------------------------
+# PostgreSQL configuration file
+# -----------------------------
+#
+# This file consists of lines of the form:
+#
+#   name = value
+#
+# (The "=" is optional.)  Whitespace may be used.  Comments are introduced with
+# "#" anywhere on a line.  The complete list of parameter names and allowed
+# values can be found in the PostgreSQL documentation.
+#
+# The commented-out settings shown in this file represent the default values.
+# Re-commenting a setting is NOT sufficient to revert it to the default value;
+# you need to reload the server.
+#
+# This file is read on server startup and when the server receives a SIGHUP
+# signal.  If you edit the file on a running system, you have to SIGHUP the
+# server for the changes to take effect, run "pg_ctl reload", or execute
+# "SELECT pg_reload_conf()".  Some parameters, which are marked below,
+# require a server shutdown and restart to take effect.
+#
+# Any parameter can also be given as a command-line option to the server, e.g.,
+# "postgres -c log_connections=on".  Some parameters can be changed at run time
+# with the "SET" SQL command.
+#
+# Memory units:  B  = bytes            Time units:  us  = microseconds
+#                kB = kilobytes                     ms  = milliseconds
+#                MB = megabytes                     s   = seconds
+#                GB = gigabytes                     min = minutes
+#                TB = terabytes                     h   = hours
+#                                                   d   = days
+
+
+#------------------------------------------------------------------------------
+# FILE LOCATIONS
+#------------------------------------------------------------------------------
+
+# The default values of these variables are driven from the -D command-line
+# option or PGDATA environment variable, represented here as ConfigDir.
+
+#data_directory = 'ConfigDir'		# use data in another directory
+					# (change requires restart)
+#hba_file = 'ConfigDir/pg_hba.conf'	# host-based authentication file
+					# (change requires restart)
+#ident_file = 'ConfigDir/pg_ident.conf'	# ident configuration file
+					# (change requires restart)
+
+# If external_pid_file is not explicitly set, no extra PID file is written.
+#external_pid_file = ''			# write an extra PID file
+					# (change requires restart)
+
+
+#------------------------------------------------------------------------------
+# CONNECTIONS AND AUTHENTICATION
+#------------------------------------------------------------------------------
+
+# - Connection Settings -
+
+listen_addresses = '*'
+					# comma-separated list of addresses;
+					# defaults to 'localhost'; use '*' for all
+					# (change requires restart)
+#port = 5432				# (change requires restart)
+max_connections = 100			# (change requires restart)
+#reserved_connections = 0		# (change requires restart)
+#superuser_reserved_connections = 3	# (change requires restart)
+#unix_socket_directories = '/var/run/postgresql' # comma-separated list of directories
+					# (change requires restart)
+#unix_socket_group = ''			# (change requires restart)
+#unix_socket_permissions = 0777		# begin with 0 to use octal notation
+					# (change requires restart)
+#bonjour = off				# advertise server via Bonjour
+					# (change requires restart)
+#bonjour_name = ''			# defaults to the computer name
+					# (change requires restart)
+
+# - TCP settings -
+# see "man tcp" for details
+
+#tcp_keepalives_idle = 0		# TCP_KEEPIDLE, in seconds;
+					# 0 selects the system default
+#tcp_keepalives_interval = 0		# TCP_KEEPINTVL, in seconds;
+					# 0 selects the system default
+#tcp_keepalives_count = 0		# TCP_KEEPCNT;
+					# 0 selects the system default
+#tcp_user_timeout = 0			# TCP_USER_TIMEOUT, in milliseconds;
+					# 0 selects the system default
+
+#client_connection_check_interval = 0	# time between checks for client
+					# disconnection while running queries;
+					# 0 for never
+
+# - Authentication -
+
+#authentication_timeout = 1min		# 1s-600s
+#password_encryption = scram-sha-256	# scram-sha-256 or md5
+#scram_iterations = 4096
+
+# GSSAPI using Kerberos
+#krb_server_keyfile = 'FILE:${sysconfdir}/krb5.keytab'
+#krb_caseins_users = off
+#gss_accept_delegation = off
+
+# - SSL -
+
+#ssl = off
+#ssl_ca_file = ''
+#ssl_cert_file = 'server.crt'
+#ssl_crl_file = ''
+#ssl_crl_dir = ''
+#ssl_key_file = 'server.key'
+#ssl_ciphers = 'HIGH:MEDIUM:+3DES:!aNULL'	# allowed SSL ciphers
+#ssl_prefer_server_ciphers = on
+#ssl_ecdh_curve = 'prime256v1'
+#ssl_min_protocol_version = 'TLSv1.2'
+#ssl_max_protocol_version = ''
+#ssl_dh_params_file = ''
+#ssl_passphrase_command = ''
+#ssl_passphrase_command_supports_reload = off
+
+
+#------------------------------------------------------------------------------
+# RESOURCE USAGE (except WAL)
+#------------------------------------------------------------------------------
+
+# - Memory -
+
+shared_buffers = 128MB			# min 128kB
+					# (change requires restart)
+#huge_pages = try			# on, off, or try
+					# (change requires restart)
+#huge_page_size = 0			# zero for system default
+					# (change requires restart)
+#temp_buffers = 8MB			# min 800kB
+#max_prepared_transactions = 0		# zero disables the feature
+					# (change requires restart)
+# Caution: it is not advisable to set max_prepared_transactions nonzero unless
+# you actively intend to use prepared transactions.
+#work_mem = 4MB				# min 64kB
+#hash_mem_multiplier = 2.0		# 1-1000.0 multiplier on hash table work_mem
+#maintenance_work_mem = 64MB		# min 64kB
+#autovacuum_work_mem = -1		# min 64kB, or -1 to use maintenance_work_mem
+#logical_decoding_work_mem = 64MB	# min 64kB
+#max_stack_depth = 2MB			# min 100kB
+#shared_memory_type = mmap		# the default is the first option
+					# supported by the operating system:
+					#   mmap
+					#   sysv
+					#   windows
+					# (change requires restart)
+dynamic_shared_memory_type = posix	# the default is usually the first option
+					# supported by the operating system:
+					#   posix
+					#   sysv
+					#   windows
+					#   mmap
+					# (change requires restart)
+#min_dynamic_shared_memory = 0MB	# (change requires restart)
+#vacuum_buffer_usage_limit = 2MB	# size of vacuum and analyze buffer access strategy ring;
+					# 0 to disable vacuum buffer access strategy;
+					# range 128kB to 16GB
+
+# SLRU buffers (change requires restart)
+#commit_timestamp_buffers = 0		# memory for pg_commit_ts (0 = auto)
+#multixact_offset_buffers = 16		# memory for pg_multixact/offsets
+#multixact_member_buffers = 32		# memory for pg_multixact/members
+#notify_buffers = 16			# memory for pg_notify
+#serializable_buffers = 32		# memory for pg_serial
+#subtransaction_buffers = 0		# memory for pg_subtrans (0 = auto)
+#transaction_buffers = 0		# memory for pg_xact (0 = auto)
+
+# - Disk -
+
+#temp_file_limit = -1			# limits per-process temp file space
+					# in kilobytes, or -1 for no limit
+
+#max_notify_queue_pages = 1048576	# limits the number of SLRU pages allocated
+					# for NOTIFY / LISTEN queue
+
+# - Kernel Resources -
+
+#max_files_per_process = 1000		# min 64
+					# (change requires restart)
+
+# - Cost-Based Vacuum Delay -
+
+#vacuum_cost_delay = 0			# 0-100 milliseconds (0 disables)
+#vacuum_cost_page_hit = 1		# 0-10000 credits
+#vacuum_cost_page_miss = 2		# 0-10000 credits
+#vacuum_cost_page_dirty = 20		# 0-10000 credits
+#vacuum_cost_limit = 200		# 1-10000 credits
+
+# - Background Writer -
+
+#bgwriter_delay = 200ms			# 10-10000ms between rounds
+#bgwriter_lru_maxpages = 100		# max buffers written/round, 0 disables
+#bgwriter_lru_multiplier = 2.0		# 0-10.0 multiplier on buffers scanned/round
+#bgwriter_flush_after = 512kB		# measured in pages, 0 disables
+
+# - Asynchronous Behavior -
+
+#backend_flush_after = 0		# measured in pages, 0 disables
+#effective_io_concurrency = 1		# 1-1000; 0 disables prefetching
+#maintenance_io_concurrency = 10	# 1-1000; 0 disables prefetching
+#io_combine_limit = 128kB		# usually 1-32 blocks (depends on OS)
+#max_worker_processes = 8		# (change requires restart)
+#max_parallel_workers_per_gather = 2	# limited by max_parallel_workers
+#max_parallel_maintenance_workers = 2	# limited by max_parallel_workers
+#max_parallel_workers = 8		# number of max_worker_processes that
+					# can be used in parallel operations
+#parallel_leader_participation = on
+
+
+#------------------------------------------------------------------------------
+# WRITE-AHEAD LOG
+#------------------------------------------------------------------------------
+
+# - Settings -
+
+#wal_level = replica			# minimal, replica, or logical
+					# (change requires restart)
+#fsync = on				# flush data to disk for crash safety
+					# (turning this off can cause
+					# unrecoverable data corruption)
+#synchronous_commit = on		# synchronization level;
+					# off, local, remote_write, remote_apply, or on
+#wal_sync_method = fsync		# the default is the first option
+					# supported by the operating system:
+					#   open_datasync
+					#   fdatasync (default on Linux and FreeBSD)
+					#   fsync
+					#   fsync_writethrough
+					#   open_sync
+#full_page_writes = on			# recover from partial page writes
+#wal_log_hints = off			# also do full page writes of non-critical updates
+					# (change requires restart)
+#wal_compression = off			# enables compression of full-page writes;
+					# off, pglz, lz4, zstd, or on
+#wal_init_zero = on			# zero-fill new WAL files
+#wal_recycle = on			# recycle WAL files
+#wal_buffers = -1			# min 32kB, -1 sets based on shared_buffers
+					# (change requires restart)
+#wal_writer_delay = 200ms		# 1-10000 milliseconds
+#wal_writer_flush_after = 1MB		# measured in pages, 0 disables
+#wal_skip_threshold = 2MB
+
+#commit_delay = 0			# range 0-100000, in microseconds
+#commit_siblings = 5			# range 1-1000
+
+# - Checkpoints -
+
+#checkpoint_timeout = 5min		# range 30s-1d
+#checkpoint_completion_target = 0.9	# checkpoint target duration, 0.0 - 1.0
+#checkpoint_flush_after = 256kB		# measured in pages, 0 disables
+#checkpoint_warning = 30s		# 0 disables
+max_wal_size = 1GB
+min_wal_size = 80MB
+
+# - Prefetching during recovery -
+
+#recovery_prefetch = try	# prefetch pages referenced in the WAL?
+#wal_decode_buffer_size = 512kB	# lookahead window used for prefetching
+				# (change requires restart)
+
+# - Archiving -
+
+#archive_mode = off		# enables archiving; off, on, or always
+				# (change requires restart)
+#archive_library = ''		# library to use to archive a WAL file
+				# (empty string indicates archive_command should
+				# be used)
+#archive_command = ''		# command to use to archive a WAL file
+				# placeholders: %p = path of file to archive
+				#               %f = file name only
+				# e.g. 'test ! -f /mnt/server/archivedir/%f && cp %p /mnt/server/archivedir/%f'
+#archive_timeout = 0		# force a WAL file switch after this
+				# number of seconds; 0 disables
+
+# - Archive Recovery -
+
+# These are only used in recovery mode.
+
+#restore_command = ''		# command to use to restore an archived WAL file
+				# placeholders: %p = path of file to restore
+				#               %f = file name only
+				# e.g. 'cp /mnt/server/archivedir/%f %p'
+#archive_cleanup_command = ''	# command to execute at every restartpoint
+#recovery_end_command = ''	# command to execute at completion of recovery
+
+# - Recovery Target -
+
+# Set these only when performing a targeted recovery.
+
+#recovery_target = ''		# 'immediate' to end recovery as soon as a
+				# consistent state is reached
+				# (change requires restart)
+#recovery_target_name = ''	# the named restore point to which recovery will proceed
+				# (change requires restart)
+#recovery_target_time = ''	# the time stamp up to which recovery will proceed
+				# (change requires restart)
+#recovery_target_xid = ''	# the transaction ID up to which recovery will proceed
+				# (change requires restart)
+#recovery_target_lsn = ''	# the WAL LSN up to which recovery will proceed
+				# (change requires restart)
+#recovery_target_inclusive = on	# Specifies whether to stop:
+				# just after the specified recovery target (on)
+				# just before the recovery target (off)
+				# (change requires restart)
+#recovery_target_timeline = 'latest'	# 'current', 'latest', or timeline ID
+					# (change requires restart)
+#recovery_target_action = 'pause'	# 'pause', 'promote', 'shutdown'
+					# (change requires restart)
+
+# - WAL Summarization -
+
+#summarize_wal = off		# run WAL summarizer process?
+#wal_summary_keep_time = '10d'	# when to remove old summary files, 0 = never
+
+
+#------------------------------------------------------------------------------
+# REPLICATION
+#------------------------------------------------------------------------------
+
+# - Sending Servers -
+
+# Set these on the primary and on any standby that will send replication data.
+
+#max_wal_senders = 10		# max number of walsender processes
+				# (change requires restart)
+#max_replication_slots = 10	# max number of replication slots
+				# (change requires restart)
+#wal_keep_size = 0		# in megabytes; 0 disables
+#max_slot_wal_keep_size = -1	# in megabytes; -1 disables
+#wal_sender_timeout = 60s	# in milliseconds; 0 disables
+#track_commit_timestamp = off	# collect timestamp of transaction commit
+				# (change requires restart)
+
+# - Primary Server -
+
+# These settings are ignored on a standby server.
+
+#synchronous_standby_names = ''	# standby servers that provide sync rep
+				# method to choose sync standbys, number of sync standbys,
+				# and comma-separated list of application_name
+				# from standby(s); '*' = all
+#synchronized_standby_slots = ''	# streaming replication standby server slot
+				# names that logical walsender processes will wait for
+
+# - Standby Servers -
+
+# These settings are ignored on a primary server.
+
+#primary_conninfo = ''			# connection string to sending server
+#primary_slot_name = ''			# replication slot on sending server
+#hot_standby = on			# "off" disallows queries during recovery
+					# (change requires restart)
+#max_standby_archive_delay = 30s	# max delay before canceling queries
+					# when reading WAL from archive;
+					# -1 allows indefinite delay
+#max_standby_streaming_delay = 30s	# max delay before canceling queries
+					# when reading streaming WAL;
+					# -1 allows indefinite delay
+#wal_receiver_create_temp_slot = off	# create temp slot if primary_slot_name
+					# is not set
+#wal_receiver_status_interval = 10s	# send replies at least this often
+					# 0 disables
+#hot_standby_feedback = off		# send info from standby to prevent
+					# query conflicts
+#wal_receiver_timeout = 60s		# time that receiver waits for
+					# communication from primary
+					# in milliseconds; 0 disables
+#wal_retrieve_retry_interval = 5s	# time to wait before retrying to
+					# retrieve WAL after a failed attempt
+#recovery_min_apply_delay = 0		# minimum delay for applying changes during recovery
+#sync_replication_slots = off		# enables slot synchronization on the physical standby from the primary
+
+# - Subscribers -
+
+# These settings are ignored on a publisher.
+
+#max_logical_replication_workers = 4	# taken from max_worker_processes
+					# (change requires restart)
+#max_sync_workers_per_subscription = 2	# taken from max_logical_replication_workers
+#max_parallel_apply_workers_per_subscription = 2	# taken from max_logical_replication_workers
+
+
+#------------------------------------------------------------------------------
+# QUERY TUNING
+#------------------------------------------------------------------------------
+
+# - Planner Method Configuration -
+
+#enable_async_append = on
+#enable_bitmapscan = on
+#enable_gathermerge = on
+#enable_hashagg = on
+#enable_hashjoin = on
+#enable_incremental_sort = on
+#enable_indexscan = on
+#enable_indexonlyscan = on
+#enable_material = on
+#enable_memoize = on
+#enable_mergejoin = on
+#enable_nestloop = on
+#enable_parallel_append = on
+#enable_parallel_hash = on
+#enable_partition_pruning = on
+#enable_partitionwise_join = off
+#enable_partitionwise_aggregate = off
+#enable_presorted_aggregate = on
+#enable_seqscan = on
+#enable_sort = on
+#enable_tidscan = on
+#enable_group_by_reordering = on
+
+# - Planner Cost Constants -
+
+#seq_page_cost = 1.0			# measured on an arbitrary scale
+#random_page_cost = 4.0			# same scale as above
+#cpu_tuple_cost = 0.01			# same scale as above
+#cpu_index_tuple_cost = 0.005		# same scale as above
+#cpu_operator_cost = 0.0025		# same scale as above
+#parallel_setup_cost = 1000.0		# same scale as above
+#parallel_tuple_cost = 0.1		# same scale as above
+#min_parallel_table_scan_size = 8MB
+#min_parallel_index_scan_size = 512kB
+#effective_cache_size = 4GB
+
+#jit_above_cost = 100000		# perform JIT compilation if available
+					# and query more expensive than this;
+					# -1 disables
+#jit_inline_above_cost = 500000		# inline small functions if query is
+					# more expensive than this; -1 disables
+#jit_optimize_above_cost = 500000	# use expensive JIT optimizations if
+					# query is more expensive than this;
+					# -1 disables
+
+# - Genetic Query Optimizer -
+
+#geqo = on
+#geqo_threshold = 12
+#geqo_effort = 5			# range 1-10
+#geqo_pool_size = 0			# selects default based on effort
+#geqo_generations = 0			# selects default based on effort
+#geqo_selection_bias = 2.0		# range 1.5-2.0
+#geqo_seed = 0.0			# range 0.0-1.0
+
+# - Other Planner Options -
+
+#default_statistics_target = 100	# range 1-10000
+#constraint_exclusion = partition	# on, off, or partition
+#cursor_tuple_fraction = 0.1		# range 0.0-1.0
+#from_collapse_limit = 8
+#jit = on				# allow JIT compilation
+#join_collapse_limit = 8		# 1 disables collapsing of explicit
+					# JOIN clauses
+#plan_cache_mode = auto			# auto, force_generic_plan or
+					# force_custom_plan
+#recursive_worktable_factor = 10.0	# range 0.001-1000000
+
+
+#------------------------------------------------------------------------------
+# REPORTING AND LOGGING
+#------------------------------------------------------------------------------
+
+# - Where to Log -
+
+#log_destination = 'stderr'		# Valid values are combinations of
+					# stderr, csvlog, jsonlog, syslog, and
+					# eventlog, depending on platform.
+					# csvlog and jsonlog require
+					# logging_collector to be on.
+
+# This is used when logging to stderr:
+#logging_collector = off		# Enable capturing of stderr, jsonlog,
+					# and csvlog into log files. Required
+					# to be on for csvlogs and jsonlogs.
+					# (change requires restart)
+
+# These are only used if logging_collector is on:
+#log_directory = 'log'			# directory where log files are written,
+					# can be absolute or relative to PGDATA
+#log_filename = 'postgresql-%Y-%m-%d_%H%M%S.log'	# log file name pattern,
+							# can include strftime() escapes
+#log_file_mode = 0600			# creation mode for log files,
+					# begin with 0 to use octal notation
+#log_rotation_age = 1d			# Automatic rotation of logfiles will
+					# happen after that time.  0 disables.
+#log_rotation_size = 10MB		# Automatic rotation of logfiles will
+					# happen after that much log output.
+					# 0 disables.
+#log_truncate_on_rotation = off		# If on, an existing log file with the
+					# same name as the new log file will be
+					# truncated rather than appended to.
+					# But such truncation only occurs on
+					# time-driven rotation, not on restarts
+					# or size-driven rotation.  Default is
+					# off, meaning append to existing files
+					# in all cases.
+
+# These are relevant when logging to syslog:
+#syslog_facility = 'LOCAL0'
+#syslog_ident = 'postgres'
+#syslog_sequence_numbers = on
+#syslog_split_messages = on
+
+# This is only relevant when logging to eventlog (Windows):
+# (change requires restart)
+#event_source = 'PostgreSQL'
+
+# - When to Log -
+
+#log_min_messages = warning		# values in order of decreasing detail:
+					#   debug5
+					#   debug4
+					#   debug3
+					#   debug2
+					#   debug1
+					#   info
+					#   notice
+					#   warning
+					#   error
+					#   log
+					#   fatal
+					#   panic
+
+#log_min_error_statement = error	# values in order of decreasing detail:
+					#   debug5
+					#   debug4
+					#   debug3
+					#   debug2
+					#   debug1
+					#   info
+					#   notice
+					#   warning
+					#   error
+					#   log
+					#   fatal
+					#   panic (effectively off)
+
+#log_min_duration_statement = -1	# -1 is disabled, 0 logs all statements
+					# and their durations, > 0 logs only
+					# statements running at least this number
+					# of milliseconds
+
+#log_min_duration_sample = -1		# -1 is disabled, 0 logs a sample of statements
+					# and their durations, > 0 logs only a sample of
+					# statements running at least this number
+					# of milliseconds;
+					# sample fraction is determined by log_statement_sample_rate
+
+#log_statement_sample_rate = 1.0	# fraction of logged statements exceeding
+					# log_min_duration_sample to be logged;
+					# 1.0 logs all such statements, 0.0 never logs
+
+
+#log_transaction_sample_rate = 0.0	# fraction of transactions whose statements
+					# are logged regardless of their duration; 1.0 logs all
+					# statements from all transactions, 0.0 never logs
+
+#log_startup_progress_interval = 10s	# Time between progress updates for
+					# long-running startup operations.
+					# 0 disables the feature, > 0 indicates
+					# the interval in milliseconds.
+
+# - What to Log -
+
+#debug_print_parse = off
+#debug_print_rewritten = off
+#debug_print_plan = off
+#debug_pretty_print = on
+#log_autovacuum_min_duration = 10min	# log autovacuum activity;
+					# -1 disables, 0 logs all actions and
+					# their durations, > 0 logs only
+					# actions running at least this number
+					# of milliseconds.
+#log_checkpoints = on
+#log_connections = off
+#log_disconnections = off
+#log_duration = off
+#log_error_verbosity = default		# terse, default, or verbose messages
+#log_hostname = off
+#log_line_prefix = '%m [%p] '		# special values:
+					#   %a = application name
+					#   %u = user name
+					#   %d = database name
+					#   %r = remote host and port
+					#   %h = remote host
+					#   %b = backend type
+					#   %p = process ID
+					#   %P = process ID of parallel group leader
+					#   %t = timestamp without milliseconds
+					#   %m = timestamp with milliseconds
+					#   %n = timestamp with milliseconds (as a Unix epoch)
+					#   %Q = query ID (0 if none or not computed)
+					#   %i = command tag
+					#   %e = SQL state
+					#   %c = session ID
+					#   %l = session line number
+					#   %s = session start timestamp
+					#   %v = virtual transaction ID
+					#   %x = transaction ID (0 if none)
+					#   %q = stop here in non-session
+					#        processes
+					#   %% = '%'
+					# e.g. '<%u%%%d> '
+#log_lock_waits = off			# log lock waits >= deadlock_timeout
+#log_recovery_conflict_waits = off	# log standby recovery conflict waits
+					# >= deadlock_timeout
+#log_parameter_max_length = -1		# when logging statements, limit logged
+					# bind-parameter values to N bytes;
+					# -1 means print in full, 0 disables
+#log_parameter_max_length_on_error = 0	# when logging an error, limit logged
+					# bind-parameter values to N bytes;
+					# -1 means print in full, 0 disables
+#log_statement = 'none'			# none, ddl, mod, all
+#log_replication_commands = off
+#log_temp_files = -1			# log temporary files equal or larger
+					# than the specified size in kilobytes;
+					# -1 disables, 0 logs all temp files
+log_timezone = 'Etc/UTC'
+
+# - Process Title -
+
+#cluster_name = ''			# added to process titles if nonempty
+					# (change requires restart)
+#update_process_title = on
+
+
+#------------------------------------------------------------------------------
+# STATISTICS
+#------------------------------------------------------------------------------
+
+# - Cumulative Query and Index Statistics -
+
+#track_activities = on
+#track_activity_query_size = 1024	# (change requires restart)
+#track_counts = on
+#track_io_timing = off
+#track_wal_io_timing = off
+#track_functions = none			# none, pl, all
+#stats_fetch_consistency = cache	# cache, none, snapshot
+
+
+# - Monitoring -
+
+#compute_query_id = auto
+#log_statement_stats = off
+#log_parser_stats = off
+#log_planner_stats = off
+#log_executor_stats = off
+
+
+#------------------------------------------------------------------------------
+# AUTOVACUUM
+#------------------------------------------------------------------------------
+
+#autovacuum = on			# Enable autovacuum subprocess?  'on'
+					# requires track_counts to also be on.
+#autovacuum_max_workers = 3		# max number of autovacuum subprocesses
+					# (change requires restart)
+#autovacuum_naptime = 1min		# time between autovacuum runs
+#autovacuum_vacuum_threshold = 50	# min number of row updates before
+					# vacuum
+#autovacuum_vacuum_insert_threshold = 1000	# min number of row inserts
+						# before vacuum; -1 disables insert
+						# vacuums
+#autovacuum_analyze_threshold = 50	# min number of row updates before
+					# analyze
+#autovacuum_vacuum_scale_factor = 0.2	# fraction of table size before vacuum
+#autovacuum_vacuum_insert_scale_factor = 0.2	# fraction of inserts over table
+						# size before insert vacuum
+#autovacuum_analyze_scale_factor = 0.1	# fraction of table size before analyze
+#autovacuum_freeze_max_age = 200000000	# maximum XID age before forced vacuum
+					# (change requires restart)
+#autovacuum_multixact_freeze_max_age = 400000000	# maximum multixact age
+							# before forced vacuum
+							# (change requires restart)
+#autovacuum_vacuum_cost_delay = 2ms	# default vacuum cost delay for
+					# autovacuum, in milliseconds;
+					# -1 means use vacuum_cost_delay
+#autovacuum_vacuum_cost_limit = -1	# default vacuum cost limit for
+					# autovacuum, -1 means use
+					# vacuum_cost_limit
+
+
+#------------------------------------------------------------------------------
+# CLIENT CONNECTION DEFAULTS
+#------------------------------------------------------------------------------
+
+# - Statement Behavior -
+
+#client_min_messages = notice		# values in order of decreasing detail:
+					#   debug5
+					#   debug4
+					#   debug3
+					#   debug2
+					#   debug1
+					#   log
+					#   notice
+					#   warning
+					#   error
+#search_path = '"$user", public'	# schema names
+#row_security = on
+#default_table_access_method = 'heap'
+#default_tablespace = ''		# a tablespace name, '' uses the default
+#default_toast_compression = 'pglz'	# 'pglz' or 'lz4'
+#temp_tablespaces = ''			# a list of tablespace names, '' uses
+					# only default tablespace
+#check_function_bodies = on
+#default_transaction_isolation = 'read committed'
+#default_transaction_read_only = off
+#default_transaction_deferrable = off
+#session_replication_role = 'origin'
+#statement_timeout = 0				# in milliseconds, 0 is disabled
+#transaction_timeout = 0			# in milliseconds, 0 is disabled
+#lock_timeout = 0				# in milliseconds, 0 is disabled
+#idle_in_transaction_session_timeout = 0	# in milliseconds, 0 is disabled
+#idle_session_timeout = 0			# in milliseconds, 0 is disabled
+#vacuum_freeze_table_age = 150000000
+#vacuum_freeze_min_age = 50000000
+#vacuum_failsafe_age = 1600000000
+#vacuum_multixact_freeze_table_age = 150000000
+#vacuum_multixact_freeze_min_age = 5000000
+#vacuum_multixact_failsafe_age = 1600000000
+#bytea_output = 'hex'			# hex, escape
+#xmlbinary = 'base64'
+#xmloption = 'content'
+#gin_pending_list_limit = 4MB
+#createrole_self_grant = ''		# set and/or inherit
+#event_triggers = on
+
+# - Locale and Formatting -
+
+datestyle = 'iso, mdy'
+#intervalstyle = 'postgres'
+timezone = 'Etc/UTC'
+#timezone_abbreviations = 'Default'	# Select the set of available time zone
+					# abbreviations.  Currently, there are
+					#   Default
+					#   Australia (historical usage)
+					#   India
+					# You can create your own file in
+					# share/timezonesets/.
+#extra_float_digits = 1			# min -15, max 3; any value >0 actually
+					# selects precise output mode
+#client_encoding = sql_ascii		# actually, defaults to database
+					# encoding
+
+# These settings are initialized by initdb, but they can be changed.
+lc_messages = 'en_US.utf8'		# locale for system error message
+					# strings
+lc_monetary = 'en_US.utf8'		# locale for monetary formatting
+lc_numeric = 'en_US.utf8'		# locale for number formatting
+lc_time = 'en_US.utf8'			# locale for time formatting
+
+#icu_validation_level = warning		# report ICU locale validation
+					# errors at the given level
+
+# default configuration for text search
+default_text_search_config = 'pg_catalog.english'
+
+# - Shared Library Preloading -
+
+#local_preload_libraries = ''
+#session_preload_libraries = ''
+#shared_preload_libraries = ''		# (change requires restart)
+#jit_provider = 'llvmjit'		# JIT library to use
+
+# - Other Defaults -
+
+#dynamic_library_path = '$libdir'
+#extension_destdir = ''			# prepend path when loading extensions
+					# and shared objects (added by Debian)
+#gin_fuzzy_search_limit = 0
+
+
+#------------------------------------------------------------------------------
+# LOCK MANAGEMENT
+#------------------------------------------------------------------------------
+
+#deadlock_timeout = 1s
+#max_locks_per_transaction = 64		# min 10
+					# (change requires restart)
+#max_pred_locks_per_transaction = 64	# min 10
+					# (change requires restart)
+#max_pred_locks_per_relation = -2	# negative values mean
+					# (max_pred_locks_per_transaction
+					#  / -max_pred_locks_per_relation) - 1
+#max_pred_locks_per_page = 2		# min 0
+
+
+#------------------------------------------------------------------------------
+# VERSION AND PLATFORM COMPATIBILITY
+#------------------------------------------------------------------------------
+
+# - Previous PostgreSQL Versions -
+
+#array_nulls = on
+#backslash_quote = safe_encoding	# on, off, or safe_encoding
+#escape_string_warning = on
+#lo_compat_privileges = off
+#quote_all_identifiers = off
+#standard_conforming_strings = on
+#synchronize_seqscans = on
+
+# - Other Platforms and Clients -
+
+#transform_null_equals = off
+#allow_alter_system = on
+
+
+#------------------------------------------------------------------------------
+# ERROR HANDLING
+#------------------------------------------------------------------------------
+
+#exit_on_error = off			# terminate session on any error?
+#restart_after_crash = on		# reinitialize after backend crash?
+#data_sync_retry = off			# retry or panic on failure to fsync
+					# data?
+					# (change requires restart)
+#recovery_init_sync_method = fsync	# fsync, syncfs (Linux 5.8+)
+
+
+#------------------------------------------------------------------------------
+# CONFIG FILE INCLUDES
+#------------------------------------------------------------------------------
+
+# These options allow settings to be loaded from files other than the
+# default postgresql.conf.  Note that these are directives, not variable
+# assignments, so they can usefully be given more than once.
+
+#include_dir = '...'			# include files ending in '.conf' from
+					# a directory, e.g., 'conf.d'
+#include_if_exists = '...'		# include file only if it exists
+#include = '...'			# include file
+
+
+#------------------------------------------------------------------------------
+# CUSTOMIZED OPTIONS
+#------------------------------------------------------------------------------
+
+# Add settings for extensions here
diff --git a/postgres-data/postmaster.opts b/postgres-data/postmaster.opts
new file mode 100644
index 0000000..bcf1d1f
--- /dev/null
+++ b/postgres-data/postmaster.opts
@@ -0,0 +1 @@
+/usr/lib/postgresql/17/bin/postgres
diff --git a/postgres-data/postmaster.pid b/postgres-data/postmaster.pid
new file mode 100644
index 0000000..0e30dbe
--- /dev/null
+++ b/postgres-data/postmaster.pid
@@ -0,0 +1,8 @@
+1
+/var/lib/postgresql/data
+1761028427
+5432
+/var/run/postgresql
+*
+   123158         0
+ready   
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..b8cdd2f
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,86 @@
+[project]
+name = "query-vendingmachine"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "altair==5.5.0",
+    "annotated-types==0.7.0",
+    "anyio==4.11.0",
+    "appnope==0.1.4",
+    "asttokens==3.0.0",
+    "attrs==25.4.0",
+    "blinker==1.9.0",
+    "cachetools==6.2.1",
+    "certifi==2025.10.5",
+    "charset-normalizer==3.4.3",
+    "click==8.3.0",
+    "comm==0.2.3",
+    "debugpy==1.8.17",
+    "decorator==5.2.1",
+    "distro==1.9.0",
+    "executing==2.2.1",
+    "gitdb==4.0.12",
+    "gitpython==3.1.45",
+    "h11==0.16.0",
+    "httpcore==1.0.9",
+    "httpx==0.28.1",
+    "idna==3.11",
+    "ipykernel==7.0.0",
+    "ipython==9.6.0",
+    "ipython-pygments-lexers==1.1.1",
+    "jedi==0.19.2",
+    "jinja2==3.1.6",
+    "jiter==0.11.0",
+    "jsonschema==4.25.1",
+    "jsonschema-specifications==2025.9.1",
+    "jupyter-client==8.6.3",
+    "jupyter-core==5.8.1",
+    "markupsafe==3.0.3",
+    "matplotlib-inline==0.1.7",
+    "narwhals==2.8.0",
+    "nest-asyncio==1.6.0",
+    "numpy==2.3.3",
+    "openai==2.3.0",
+    "packaging==25.0",
+    "pandas==2.3.3",
+    "parso==0.8.5",
+    "pexpect==4.9.0",
+    "pillow==11.3.0",
+    "platformdirs==4.5.0",
+    "prompt-toolkit==3.0.52",
+    "protobuf==6.32.1",
+    "psutil==7.1.0",
+    "psycopg2-binary==2.9.11",
+    "ptyprocess==0.7.0",
+    "pure-eval==0.2.3",
+    "pyarrow==21.0.0",
+    "pydantic==2.12.0",
+    "pydantic-core==2.41.1",
+    "pydeck==0.9.1",
+    "pygments==2.19.2",
+    "python-dateutil==2.9.0.post0",
+    "python-dotenv==1.1.1",
+    "pytz==2025.2",
+    "pyzmq==27.1.0",
+    "referencing==0.36.2",
+    "requests==2.32.5",
+    "rpds-py==0.27.1",
+    "six==1.17.0",
+    "smmap==5.0.2",
+    "sniffio==1.3.1",
+    "sqlalchemy==2.0.44",
+    "stack-data==0.6.3",
+    "streamlit==1.50.0",
+    "tenacity==9.1.2",
+    "toml==0.10.2",
+    "tornado==6.5.2",
+    "tqdm==4.67.1",
+    "traitlets==5.14.3",
+    "typing-extensions==4.15.0",
+    "typing-inspection==0.4.2",
+    "tzdata==2025.2",
+    "urllib3==2.5.0",
+    "wcwidth==0.2.14",
+]
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new file mode 100644
index 0000000..db8e5e1
--- /dev/null
+++ b/uv.lock
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